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The modulation transfer function (MTF) is widely used to characterise the performance of optical systems. Measuring it is costly and it is thus rarely available for a given lens specimen. Instead, MTFs based on simulations or, at best, MTFs…

Computer Vision and Pattern Recognition · Computer Science 2018-05-07 Matthias Bauer , Valentin Volchkov , Michael Hirsch , Bernhard Schölkopf

The Modulation Transfer Function (MTF) is an important image quality metric typically used in the automotive domain. However, despite the fact that optical quality has an impact on the performance of computer vision in vehicle automation,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-11 Daniel Jakab , Eoin Martino Grua , Brian Micheal Deegan , Anthony Scanlan , Pepijn Van De Ven , Ciarán Eising

Autonomous driving perception techniques are typically based on supervised machine learning models that are trained on real-world street data. A typical training process involves capturing images with a single car model and windshield…

Image and Video Processing · Electrical Eng. & Systems 2023-08-24 Dominik Werner Wolf , Markus Ulrich , Nikhil Kapoor

Edge detection is one of the most principal techniques for detecting discontinuities in the gray levels of image pixels. The Modulation Transfer Function (MTF) is one of the main criteria for assessing imaging quality and is a parameter…

Computer Vision and Pattern Recognition · Computer Science 2015-05-21 Poorna Banerjee Dasgupta

The power-balanced hybrid optical imaging system is a special design of a diffractive computational camera, introduced in this paper, with image formation by a refractive lens and Multilevel Phase Mask (MPM). This system provides a long…

Face authentication systems have brought significant convenience and advanced developments, yet they have become unreliable due to their sensitivity to inconspicuous perturbations, such as adversarial attacks. Existing defenses often…

Cryptography and Security · Computer Science 2024-10-30 Hanrui Wang , Ruoxi Sun , Cunjian Chen , Minhui Xue , Lay-Ki Soon , Shuo Wang , Zhe Jin

Cameras play a crucial role in modern driver assistance systems and are an essential part of the sensor technology for automated driving. The quality of images captured by in-vehicle cameras highly influences the performance of visual…

Computer Vision and Pattern Recognition · Computer Science 2023-03-14 Florian Bauer

Face image quality plays a critical role in determining the accuracy and reliability of face verification systems, particularly in real-time screening applications such as surveillance, identity verification, and access control. Low-quality…

The use of Wavefront Sensors (WFS) is nowadays fundamental in the field of instrumental optics. This paper discusses the principle of an original and recently proposed new class of WFS. Their principle consists in evaluating the slopes of…

Optics · Physics 2011-05-23 Francois Henault

Wave-front sensing from focal plane multiple images is a promising technique for high-contrast imaging systems. However, the wave-front error of an optics system can be properly reconstructed only when it is very small. This paper presents…

Instrumentation and Methods for Astrophysics · Physics 2015-05-19 Jiangpei Dou , Deqing Ren , Yongtian Zhu

Current benchmarks for optical flow algorithms evaluate the estimation quality by comparing their predicted flow field with the ground truth, and additionally may compare interpolated frames, based on these predictions, with the correct…

Computer Vision and Pattern Recognition · Computer Science 2019-03-27 Hui Men , Hanhe Lin , Vlad Hosu , Daniel Maurer , Andres Bruhn , Dietmar Saupe

Multi-Sensor Fusion (MSF) based perception systems have been the foundation in supporting many industrial applications and domains, such as self-driving cars, robotic arms, and unmanned aerial vehicles. Over the past few years, the fast…

Software Engineering · Computer Science 2023-08-30 Xinyu Gao , Zhijie Wang , Yang Feng , Lei Ma , Zhenyu Chen , Baowen Xu

Radar plays a crucial role in automotive safety by enabling reliable object detection, thereby assisting drivers and, prospectively, serving as one of the primary sensors in autonomous driving. The radar visibility of a road participant…

A large portion of iris images captured in real world scenarios are poor quality due to the uncontrolled environment and the non-cooperative subject. To ensure that the recognition algorithm is not affected by low-quality images,…

Image and Video Processing · Electrical Eng. & Systems 2020-09-29 Leyuan Wang , Kunbo Zhang , Min Ren , Yunlong Wang , Zhenan Sun

AI-based systems possess distinctive characteristics and introduce challenges in quality evaluation at the same time. Consequently, ensuring and validating AI software quality is of critical importance. In this paper, we present an…

Software Engineering · Computer Science 2024-10-07 Jing Shu , Bing-Jiun Miu , Eugene Chang , Jerry Gao , Jun Liu

Spatial image quality metrics designed for camera systems generally employ the Modulation Transfer Function (MTF), the Noise Power Spectrum (NPS), and a visual contrast detection model. Prior art indicates that scene-dependent…

Image and Video Processing · Electrical Eng. & Systems 2019-07-23 Edward W. S. Fry , Sophie Triantaphillidou , Robin B. Jenkin , Ralph E. Jacobson , John R. Jarvis

While the importance of automatic image analysis is continuously increasing, recent meta-research revealed major flaws with respect to algorithm validation. Performance metrics are particularly key for meaningful, objective, and transparent…

Image and Video Processing · Electrical Eng. & Systems 2023-12-08 Annika Reinke , Minu D. Tizabi , Carole H. Sudre , Matthias Eisenmann , Tim Rädsch , Michael Baumgartner , Laura Acion , Michela Antonelli , Tal Arbel , Spyridon Bakas , Peter Bankhead , Arriel Benis , Matthew Blaschko , Florian Buettner , M. Jorge Cardoso , Jianxu Chen , Veronika Cheplygina , Evangelia Christodoulou , Beth Cimini , Gary S. Collins , Sandy Engelhardt , Keyvan Farahani , Luciana Ferrer , Adrian Galdran , Bram van Ginneken , Ben Glocker , Patrick Godau , Robert Haase , Fred Hamprecht , Daniel A. Hashimoto , Doreen Heckmann-Nötzel , Peter Hirsch , Michael M. Hoffman , Merel Huisman , Fabian Isensee , Pierre Jannin , Charles E. Kahn , Dagmar Kainmueller , Bernhard Kainz , Alexandros Karargyris , Alan Karthikesalingam , A. Emre Kavur , Hannes Kenngott , Jens Kleesiek , Andreas Kleppe , Sven Kohler , Florian Kofler , Annette Kopp-Schneider , Thijs Kooi , Michal Kozubek , Anna Kreshuk , Tahsin Kurc , Bennett A. Landman , Geert Litjens , Amin Madani , Klaus Maier-Hein , Anne L. Martel , Peter Mattson , Erik Meijering , Bjoern Menze , David Moher , Karel G. M. Moons , Henning Müller , Brennan Nichyporuk , Felix Nickel , M. Alican Noyan , Jens Petersen , Gorkem Polat , Susanne M. Rafelski , Nasir Rajpoot , Mauricio Reyes , Nicola Rieke , Michael Riegler , Hassan Rivaz , Julio Saez-Rodriguez , Clara I. Sánchez , Julien Schroeter , Anindo Saha , M. Alper Selver , Lalith Sharan , Shravya Shetty , Maarten van Smeden , Bram Stieltjes , Ronald M. Summers , Abdel A. Taha , Aleksei Tiulpin , Sotirios A. Tsaftaris , Ben Van Calster , Gaël Varoquaux , Manuel Wiesenfarth , Ziv R. Yaniv , Paul Jäger , Lena Maier-Hein

Curved refractive objects are common in the human environment, and have a complex visual appearance that can cause robotic vision algorithms to fail. Light-field cameras allow us to address this challenge by capturing the view-dependent…

Robotics · Computer Science 2021-04-20 Dorian Tsai , Peter Corke , Thierry Peynot , Donald G. Dansereau

Smartphone cameras face fundamental form-factor constraints that limit their optical magnification, primarily due to the difficulty of reducing a lens assembly's telephoto ratio, the ratio between total track length (TTL) and effective…

Image and Video Processing · Electrical Eng. & Systems 2026-05-27 Harshana Weligampola , Yuanrui Chen , Abhiram Gnanasambandam , Dilshan Godaliyadda , Hamid R. Sheikh , Stanley H. Chan , Qi Guo

Visual (image, video) quality assessments can be modelled by visual features in different domains, e.g., spatial, frequency, and temporal domains. Perceptual mechanisms in the human visual system (HVS) play a crucial role in generation of…

Image and Video Processing · Electrical Eng. & Systems 2022-08-23 Junyong You , Zheng Zhang
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